{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "import shap\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "baseline = 'black'\n",
    "primal_effects = np.load('../data/mnist/train/primal_effects_{}.npy'.format(baseline))\n",
    "shap_values    = np.load('../data/mnist/train/shap_values_{}.npy'.format(baseline))\n",
    "interaction_effects = np.load('../data/mnist/train/interaction_effects_{}.npy'.format(baseline))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "(x_train, y_train), (x_test, y_test) = tf.keras.datasets.mnist.load_data() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x1080 with 11 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.image_plot(primal_effects[:5, :, : ,0], -x_train[:5].astype(np.float32))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x1080 with 11 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.image_plot(shap_values[:5, :, : ,0], -x_train[:5].astype(np.float32))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x1080 with 11 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.image_plot(interaction_effects[:5, :, : ,0], -x_train[:5].astype(np.float32))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
